# Text-to-Graph on WebNLG+ 2020 v3.0 (test) Source: [Text-to-Graph on WebNLG+ 2020 v3.0 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:43:45.627Z Evaluation of Text-to-Graph generation performance on the test split of the WebNLG+ 2020 v3.0 dataset, assessed using graph structure metrics like F1, Precision, and Recall. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Text-to-Graph | | Dataset (including any stated split) | WebNLG+ 2020 v3.0 (test) | | Metric | F1 Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [F1 Score](): Higher is better; unit: PERCENT. - [Precision](): Higher is better; unit: PERCENT. - [Recall](): Higher is better; unit: PERCENT. ## Recorded results | Method | F1 Score | Result date | Report paper | | --- | --- | --- | --- | | ReGen T2G.CE | 80.7 | Not recorded | 68fa6aac1e209131cea29a8c | | ReGen T2G.RL | 80.4 | Not recorded | 68fa6aac1e209131cea29a8c | | ReGen T2G.CE | 76.7 | Not recorded | 68fa6aac1e209131cea29a8c | | ReGen T2G.RL | 76.4 | Not recorded | 68fa6aac1e209131cea29a8c | | bt5 | 73.7 | Not recorded | 68fa6aac1e209131cea29a8c | | ReGen T2G.CE | 72.3 | Not recorded | 68fa6aac1e209131cea29a8c | | ReGen T2G.CE | 72 | Not recorded | 68fa6aac1e209131cea29a8c | | ReGen T2G.RL | 72 | Not recorded | 68fa6aac1e209131cea29a8c | | ReGen T2G.RL | 71.7 | Not recorded | 68fa6aac1e209131cea29a8c | | bt5 | 71.3 | Not recorded | 68fa6aac1e209131cea29a8c | | Amazon AI (Shanghai) | 70 | Not recorded | 68fa6aac1e209131cea29a8c | | Amazon AI (Shanghai) | 69.6 | Not recorded | 68fa6aac1e209131cea29a8c | | Amazon AI (Shanghai) | 68.9 | Not recorded | 68fa6aac1e209131cea29a8c | | Amazon AI (Shanghai) | 68.6 | Not recorded | 68fa6aac1e209131cea29a8c | | bt5 | 68.2 | Not recorded | 68fa6aac1e209131cea29a8c | | bt5 | 67.5 | Not recorded | 68fa6aac1e209131cea29a8c | ### ReGen T2G.CE F1 Score: 80.7. Result ID: 699acb105698665ec459a74d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Match":"Ent\_Type"}. This record does not assert independent reproduction. ### ReGen T2G.RL F1 Score: 80.4. Result ID: 699acb105698665ec459a751. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Match":"Ent\_Type"}. This record does not assert independent reproduction. ### ReGen T2G.CE F1 Score: 76.7. Result ID: 699acb105698665ec459a74e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Match":"Partial"}. This record does not assert independent reproduction. ### ReGen T2G.RL F1 Score: 76.4. Result ID: 699acb105698665ec459a752. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Match":"Partial"}. This record does not assert independent reproduction. ### bt5 F1 Score: 73.7. Result ID: 699acb105698665ec459a749. [Reporting paper]() Recorded evaluation configuration: {"Match":"Ent\_Type"}. This record does not assert independent reproduction. ### ReGen T2G.CE F1 Score: 72.3. Result ID: 699acb105698665ec459a74c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Match":"Exact"}. This record does not assert independent reproduction. ### ReGen T2G.CE F1 Score: 72. Result ID: 699acb105698665ec459a74f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Match":"Strict"}. This record does not assert independent reproduction. ### ReGen T2G.RL F1 Score: 72. Result ID: 699acb105698665ec459a750. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Match":"Exact"}. This record does not assert independent reproduction. ### ReGen T2G.RL F1 Score: 71.7. Result ID: 699acb105698665ec459a753. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Match":"Strict"}. This record does not assert independent reproduction. ### bt5 F1 Score: 71.3. Result ID: 699acb105698665ec459a74a. [Reporting paper]() Recorded evaluation configuration: {"Match":"Partial"}. This record does not assert independent reproduction. ### Amazon AI (Shanghai) F1 Score: 70. Result ID: 699acb105698665ec459a745. [Reporting paper]() Recorded evaluation configuration: {"Match":"Ent\_Type"}. This record does not assert independent reproduction. ### Amazon AI (Shanghai) F1 Score: 69.6. Result ID: 699acb105698665ec459a746. [Reporting paper]() Recorded evaluation configuration: {"Match":"Partial"}. This record does not assert independent reproduction. ### Amazon AI (Shanghai) F1 Score: 68.9. Result ID: 699acb105698665ec459a744. [Reporting paper]() Recorded evaluation configuration: {"Match":"Exact"}. This record does not assert independent reproduction. ### Amazon AI (Shanghai) F1 Score: 68.6. Result ID: 699acb105698665ec459a747. [Reporting paper]() Recorded evaluation configuration: {"Match":"Strict"}. This record does not assert independent reproduction. ### bt5 F1 Score: 68.2. Result ID: 699acb105698665ec459a748. [Reporting paper]() Recorded evaluation configuration: {"Match":"Exact"}. This record does not assert independent reproduction. ### bt5 F1 Score: 67.5. Result ID: 699acb105698665ec459a74b. [Reporting paper]() Recorded evaluation configuration: {"Match":"Strict"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.